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Multi-mode resource-constrained discrete time-cost-resource optimization in project scheduling using non-dominated sorting genetic algorithm

机译:基于非支配排序遗传算法的项目调度中多模式资源受限离散时间成本资源优化

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摘要

Minimizing both project time and cost is an important matter in today's competitive environment. Therefore trade-off between project time and cost is necessary. In projects, each activity can be started at different time points, depending on its precedence relationship and resource availability. Also cost and duration of the activities could be changed depending on the allocated resources. In addition, another strategy that affects the project total time and cost is resource leveling, which is applied to reduce excessive fluctuations in the resource usage. In this paper multi-mode resource-constrained project scheduling problem (MRCPSP), discrete time-cost trade-off problem (DTCTP) and also resource allocation and resource leveling problem (RLP) are considered simultaneously. This paper presents the multi-mode resource-constrained discrete time-cost-resource optimization (MRC-DTCRO) model in order to select starting the time and the execution mode of each activity satisfying all the project constraints. To solve these problems, non-domination based genetic algorithm (NSGA-Ⅱ) is employed to search for the non-dominated solutions considering total project time, cost, and resources moment deviation as three objectives. The results of MRC-DTCRO model presented in this paper show that adding the resource leveling capability to the previously developed multi-mode resource-constrained discrete time-cost trade-off problem (MRC-DTCTP) models provides more practical solutions in terms of resource allocation and leveling, which makes this research applicable to both construction industry and researchers.
机译:在当今竞争激烈的环境中,最大限度地减少项目时间和成本是重要的事情。因此,需要在项目时间和成本之间进行权衡。在项目中,每个活动可以在不同的时间点开始,具体取决于其优先级关系和资源可用性。活动的成本和持续时间也可以根据分配的资源进行更改。另外,影响项目总时间和成本的另一种策略是资源均衡,该策略用于减少资源使用量的过度波动。本文同时考虑了多模式资源受限项目调度问题(MRCPSP),离散时间成本权衡问题(DTCTP)以及资源分配和资源均衡问题(RLP)。为了选择满足所有项目约束条件的各项活动的开始时间和执行模式,本文提出了一种多模式资源受限的离散时间成本资源优化(MRC-DTCRO)模型。为了解决这些问题,基于非支配性的遗传算法(NSGA-Ⅱ)以总工程时间,成本和资源矩偏差为三个目标,寻找非支配性解决方案。本文提出的MRC-DTCRO模型的结果表明,在先前开发的多模式资源受限离散时间成本权衡问题(MRC-DTCTP)模型中增加资源均衡能力,可以在资源方面提供更实用的解决方案分配和均衡,这使得该研究适用于建筑业和研究人员。

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